Scheduling algorithm for job-shop robotic manufacturing cell problem with multi-robots

被引:0
作者
Yang, Yujun [1 ]
Long, Chuanze [1 ]
Tao, Yu [1 ]
机构
[1] Guangdong Provincial Key Laboratory of Computer Integrated Manufacturing System, Guangdong University of Technology, Guangzhou
来源
Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS | 2015年 / 21卷 / 12期
基金
中国国家自然科学基金;
关键词
Disjunctive graph; Genetic algorithms; Job-shop; Manufacturing cell; Multi-robots; Neighborhood search; Scheduling;
D O I
10.13196/j.cims.2015.12.016
中图分类号
学科分类号
摘要
Based on the characteristics of job-shop robotic manufacturing cell scheduling problem, an improved genetic algorithm by integrating heuristic rules and neighborhood search strategy was researched, which was aimed at minimizing the maximum completion time. A mathematical optimization model and an improved disjunctive graph model for job-shop robotic manufacturing cell scheduling problem were established. Based on key path of disjunctive graph model, the moving machine block, changing robot block and adjusting robot task allocation were used to construct the search neighborhood, and the three layer scheduling method by integrating procedure insertion method and task allocation method of heuristic moving were used to initialize the population. Neighborhood structures-based local search algorithm was combined with three layer scheduling-based genetic algorithm to solve the problem effectively. Benchmark tests showed that the improved genetic algorithm was effective and was superior to other algorithms. © 2015, CIMS. All right reserved.
引用
收藏
页码:3239 / 3248
页数:9
相关论文
共 13 条
[1]  
Dawande M.W., Geismar H.N., Sethi S.P., Et al., Sequencing and scheduling in robotic cells: Recent developments, Journal of Scheduling, 8, 5, pp. 387-426, (2005)
[2]  
Dawande M.W., Geismar H.N., Sethi S.P., Et al., Throughput Optimization in Robotic Cells, pp. 1-413, (2007)
[3]  
Hurink J., Knust S., A fast tabu search algorithm for the job shop problem, Management Science, 42, 6, pp. 797-813, (1996)
[4]  
Hurink J., Knust S., Makespan minimization for flop-shop problems with transport time, Discrete Applied Mathematics, 112, 3, pp. 199-216, (2001)
[5]  
Hurink J., Knust S., Tabu search algorithms for Job-Shop problems with a single transport robot, European Journal of Operational Research, 162, 1, pp. 99-111, (2005)
[6]  
Caumond A., Lacomme P., Moukrim A., Tchernev N., An MILP for scheduling problem in an FMS with one vehicle, European Journal of Operational Research, 199, 3, pp. 706-722, (2009)
[7]  
Gultekin H., Karasan O.E., Akyurk M.S., Pure cycles in flexible robotic cells, Computers & Operations Research, 36, 2, pp. 329-343, (2009)
[8]  
Gultekin H., Akturk M.S., Karasan O.E., Scheduling in a three-machine robotic flexible manufacturing cell, Computers & Operations Research, 34, 8, pp. 2463-2477, (2007)
[9]  
Lacomme P., Tchernev N., Resolution of a job-shop problem with a single transport robot and buffer facilities, Proceedings of 2006 International Conference on Service Systems and Service Management, 2, pp. 1108-1113, (2006)
[10]  
He Z., Yang Y., Chen X., Parallel tabu search scheduling algorithm for job-shop with transport robot, Industrial Engineering Journal, 16, 4, pp. 122-125, (2013)